必要预备知识 (Prerequisite Knowledge)

A basic knowledge of machine learning methods, including neural networks

该辅导课要求硬件和/或安装 (Hardware and/or installation requirements)

一个GitHub账号，安装Python及TensorFlow的电脑。

A laptop with Python and TensorFlow installed and a GitHub account

您将学到什么 (What you'll learn)

将会学到增强学习理论的基础知识，理解如何针对解决复杂问题构建系统。

Learn the fundamentals of reinforcement learning theory and understand how it can be built upon to solve more complex problems with rewards in large state spaces

描述 (Description)

本教程将以英语授课。不会有同声传译，但您的问题会有翻译。

In the past few years, computers have been able to learn to play Atari games, Go, and first-person shooters at a superhuman level. Underlying all these accomplishments is deep reinforcement learning (RL). Unlike traditional supervised learning methods, in which networks are trained using hand-labeled data, the reinforcement learning paradigm utilizes a reward signal provided by the environment itself to train the network.

Arthur Juliani and Leon Chen lead a deep dive into reinforcement learning, from the basics using lookup tables and GridWorld all the way to solving complex 3D tasks with deep neural networks. Along the way, Arthur and Yuan introduce a variety of RL algorithms, including Q-Learning, Policy Gradient, and Actor-Critic, and show how to extend them using deep neural networks to solve problems with much more complex and varied state and action spaces.

Arthur Juliani

Unity Technologies

Arthur Juliani is a machine learning engineer at Unity Technologies. A researcher working at the intersection of cognitive neuroscience and deep learning, Arthur is currently working toward a PhD at the University of Oregon.

Leon Chen

Unity Technologies

Leon Chen is the product marketing manager for Unity Analytics and Machine Learning, where he is responsible for driving productization and the go-to-market strategy for Unity ML-Agents, a Unity toolkit that allows developers and researchers to create and implement new AI algorithms. Previously, Leon spent over nine years as a tech evangelist, solution manager, and business manager for companies including Oracle and Microsoft. Leon holds an MBA from the University of Texas at Austin.